{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Alternative Model (Preprocessing)\n",
    "You need to run this before you run notebook 4b.\n",
    "\n",
    "The wavs in your dataset will be converted to 9bit linear and 80-band mels."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from multiprocessing import Pool, cpu_count\n",
    "import math, pickle, os, glob\n",
    "import numpy as np\n",
    "from utils.display import *\n",
    "from utils.dsp import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "bits = 9\n",
    "notebook_name = 'nb4'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Point SEG_PATH to a folder containing your training wavs \n",
    "# Doesn't matter if it's LJspeech, CMU Arctic etc. it should work fine\n",
    "SEG_PATH = '/path/to/your/wavs/'\n",
    "DATA_PATH = f'data/{notebook_name}/'\n",
    "%mkdir -p $DATA_PATH"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_files(path, extension='.wav') :\n",
    "    filenames = []\n",
    "    for filename in glob.iglob(f'{path}/**/*{extension}', recursive=True):\n",
    "        filenames += [filename]\n",
    "    return filenames"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10826"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wav_files = get_files(SEG_PATH)\n",
    "len(wav_files)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def convert_file(path) :\n",
    "    wav = load_wav(path, encode=False)\n",
    "    mel = melspectrogram(wav)\n",
    "    quant = (wav + 1.) * (2**bits - 1) / 2\n",
    "    return mel.astype(np.float32), quant.astype(np.int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "m, x = convert_file(wav_files[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_spec(m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = 2 * x / (2**bits - 1) - 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "librosa.output.write_wav(DATA_PATH + 'test_quant.wav', x, sr=sample_rate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "QUANT_PATH = DATA_PATH + 'quant/'\n",
    "MEL_PATH = DATA_PATH + 'mel/'\n",
    "%mkdir -p $QUANT_PATH\n",
    "%mkdir -p $MEL_PATH"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'ch18b_211'"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wav_files[0].split('/')[-1][:-4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def process_wav(path) :\n",
    "    id = path.split('/')[-1][:-4]\n",
    "    m, x = convert_file(path)\n",
    "    np.save(f'{MEL_PATH}{id}.npy', m)\n",
    "    np.save(f'{QUANT_PATH}{id}.npy', x)\n",
    "    return id"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing: 10826/10826"
     ]
    }
   ],
   "source": [
    "# This will take a while depending on size of dataset\n",
    "pool = Pool(processes=cpu_count())\n",
    "dataset_ids = []\n",
    "for i, id in enumerate(pool.imap_unordered(process_wav, wav_files), 1):\n",
    "    dataset_ids += [id]\n",
    "    stream('Processing: %i/%i', (i, len(wav_files)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(DATA_PATH + 'dataset_ids.pkl', 'wb') as f:\n",
    "    pickle.dump(dataset_ids, f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10826"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(dataset_ids)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
